{"id":"W3094698337","doi":"10.1007/s13187-020-01895-y","title":"Implementation of Competency-Based Medical Education in a Canadian Medical Oncology Training Program: a First Year Retrospective Review","year":2020,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Subspecialty; Medicine; Portfolio; Medical education; Tracking (education); Faculty development; Professional development; Family medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001396421,0.0001146019,0.0004761541,0.000417514,0.0000390515,0.00000734986,0.0001858298,0.0001876487,0.004972549],"category_scores_gemma":[0.004157836,0.0001056572,0.00008729001,0.001118439,0.0001001575,0.0001215697,0.000008692673,0.0006593023,0.000004885511],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001877299,"about_ca_system_score_gemma":0.2215509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01834657,"about_ca_topic_score_gemma":0.0871404,"domain_scores_codex":[0.9972023,0.0001049412,0.001136269,0.0001655279,0.001162676,0.0002282809],"domain_scores_gemma":[0.9971931,0.00004303249,0.0007187026,0.0001211587,0.0013548,0.0005692059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006006417,0.0006917904,0.1721284,0.001113108,0.00004421526,0.000006962638,0.002225021,0.000001647656,0.00001211035,0.001279099,0.0522441,0.7701935],"study_design_scores_gemma":[0.004820193,0.00270579,0.5615951,0.02204469,0.0004998535,0.0002915967,0.01681812,0.001196054,0.000175918,0.0004773224,0.3890255,0.0003499288],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3076519,0.007115702,0.0001564749,0.6792989,0.002273639,0.001411613,0.000005778521,0.00001718023,0.00206888],"genre_scores_gemma":[0.9399025,0.003368717,0.01194791,0.04288625,0.001574391,0.0002096355,0.0000709235,0.00002350567,0.00001612872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7698435,"threshold_uncertainty_score":0.995937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02589504035548126,"score_gpt":0.4835584834287436,"score_spread":0.4576634430732624,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}